LABLOOP · THE DECK

455 CARDS · 41 WEEKS · EVERY SOURCE THE PLAN NAMES

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Every video, chapter, paper and repository in the programme, as one card each, with the time it costs and why it is there. Filter by how long you have.

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Type Watch Read Run Track Biology AI & stats Build Craft Depth Core Optional Time ≤15 ≤30 ≤60 Week This week Clear all

25 cards shown. Stashes: LABLOOP-W00 Notebook (15) LABLOOP-W01 Notebook (18) LABLOOP-W02 Notebook (15) LABLOOP-W03 Notebook (19) LABLOOP-W04 Notebook (17) LABLOOP-W05 Notebook (16) LABLOOP-W06 Notebook (12) LABLOOP-W07 Notebook (12) LABLOOP-W08 Notebook (15) LABLOOP-W09 Notebook (10) LABLOOP-W10 Notebook (11) LABLOOP-W11 Notebook (12) LABLOOP-W12 Notebook (12) LABLOOP-W13 Notebook (13) LABLOOP-W14 Notebook (12) LABLOOP-W15 Notebook (10) LABLOOP-W16 Notebook (14) LABLOOP-W17 Notebook (13) LABLOOP-W18 Notebook (10) LABLOOP-W19 Notebook (10) LABLOOP-W20 Notebook (10) LABLOOP-W21 Notebook (13) LABLOOP-W22 Notebook (10) LABLOOP-W23 Notebook (9) LABLOOP-W24 Notebook (9) LABLOOP-W25 Notebook (12) LABLOOP-W26 Notebook (11) LABLOOP-W27 Notebook (10) LABLOOP-W28 Notebook (6) LABLOOP-W29 Notebook (7) LABLOOP-W30 Notebook (10) LABLOOP-W31 Notebook (8) LABLOOP-W32 Notebook (5) LABLOOP-W33 Notebook (13) LABLOOP-W34 Notebook (12) LABLOOP-W35 Notebook (10) LABLOOP-W36 Notebook (8) LABLOOP-W37 Notebook (7) LABLOOP-W38 Notebook (6) LABLOOP-W39 Notebook (6) LABLOOP-W40 Notebook (6)

8/15 Watch 18 min W00 Sunday Craft

Barbara Oakley · "Learning how to learn"

Sunday, before writing post 0 · Sunday, before writing post 0

Produce: One line in notes/craft/W00.md: which ritual in Part 0.3 is your diffuse-mode slot

Open ↗

In: LABLOOP-W00 Notebook

9/15 Watch 60 min W00 Sunday Craft

Richard Hamming · "You and Your Research"

Sunday, before writing post 0 · after Barbara Oakley · "Learning how to learn" · Only if you prefer voice to text — it replaces R1, it does not add to it. Play at 1.25× while packing the cockpit

Produce: Same output as R1

Open ↗

In: LABLOOP-W00 Notebook

10/15 Watch 40 min W00 Craft

Learning How to Learn

Any block this week · Optional substitute for V1 if you want the full treatment

Produce: Nothing. Do not enrol in the whole course

Open ↗

In: LABLOOP-W00 Notebook

1/18 Watch 6 min W01 Monday Craft

LearnChemE (CU Boulder) · "Monod Cell Growth Example (Bio)"

Monday build block · Monday, before coding

Produce: A hand-sketched growth curve taped next to the screen

Open ↗

In: LABLOOP-W01 Notebook

5/18 Watch 30 min W01 Thursday Craft

3Blue1Brown · Essence of Linear Algebra

Thursday · M1 · Thursday, first

Produce: notes/ml/M1.md: what a matrix does to a vector; one example redone in NumPy

Open ↗

In: LABLOOP-W01 Notebook

2/15 Watch 13 min W02 Tuesday Craft

Crash Course Biology #7 · "ATP & Respiration"

Tuesday · B2 · Tuesday, first

Produce: Three lines in notes/bio/B2.md: why DO falls when biomass grows

Open ↗

In: LABLOOP-W02 Notebook

4/15 Watch 25 min W02 Thursday Craft

3Blue1Brown · Essence of Calculus

Thursday · M2 · Thursday

Produce: notes/ml/M2.md: what a derivative is, in your own words

Open ↗

In: LABLOOP-W02 Notebook

5/15 Watch 22 min W02 Thursday Craft

StatQuest · "Principal Component Analysis (PCA), Step-by-Step"

Thursday · M2 · after 3Blue1Brown · Essence of Calculus · Before Friday's PCA code

Produce: The 3-line explanation of scores vs loadings you will paste into Sunday's post

Open ↗

In: LABLOOP-W02 Notebook

5/20 Watch 17 min W03 Thursday Craft

3Blue1Brown · "Eigenvectors and eigenvalues"

Thursday · M3 · Thursday, first

Produce: One sentence in notes/ml/M3.md: what last Friday's principal components actually are

Open ↗
6/20 Watch 7 min W03 Thursday Craft

StatQuest · "Machine Learning Fundamentals: Bias and Variance"

Thursday · M3 · after 3Blue1Brown · "Eigenvectors and eigenvalues" · Thursday, after V4

Produce: The bias-variance sentence in notes/ml/M3.md

Open ↗

In: LABLOOP-W03 Notebook

7/20 Watch 13 min W03 Thursday Craft

StatQuest · "Linear Regression, Clearly Explained!!!"

Thursday · M3 · after StatQuest · "Machine Learning Fundamentals: Bias and Variance" · Thursday, after V2

Produce: One regression fitted on two IndPenSim variables and read aloud: slope, intercept, what it means

Open ↗

In: LABLOOP-W03 Notebook

1/17 Watch 10 min W04 Tuesday Craft

Khan Academy · "Fermentation and anaerobic respiration"

Tuesday · B4 · Tuesday, first

Produce: One paragraph in notes/bio/B4.md: "what is a fermentation, really"

Open ↗

In: LABLOOP-W04 Notebook

3/17 Watch 6 min W04 Thursday Craft

StatQuest · "Machine Learning Fundamentals: Cross Validation"

Thursday · M4 · Thursday, first

Produce: The sentence "why random k-fold is wrong for batch data" in notes/ml/M4.md

Open ↗

In: LABLOOP-W04 Notebook

11/16 Watch 25 min W05 Craft

StatQuest "Regularization Part 1: Ridge (L2) Regression"

StatQuest "Regularization Part 1: Ridge (L2) Regression" and "Gradient Boost Part 1: Regression Main Ideas" (YouTube, 25 min)

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In: LABLOOP-W05 Notebook

8/13 Watch 15 min? W17 Craft

StatQuest "Ridge vs Lasso Regression, Visualized!!!"

StatQuest "Ridge vs Lasso Regression, Visualized!!!" (YouTube) for the head you fit

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In: LABLOOP-W17 Notebook

7/10 Watch 30 min W19 Craft

StatQuest "PCA main ideas", "t-SNE, Clearly Explained" and "UMAP Dimension Reduction, Main Ideas…

StatQuest "PCA main ideas", "t-SNE, Clearly Explained" and "UMAP Dimension Reduction, Main Ideas!!!" (YouTube, 30 min) — the three plots every single-cell talk shows

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In: LABLOOP-W19 Notebook

7/10 Watch 60 min W20 Craft

Patrick Winston, "How to Speak"

Patrick Winston, "How to Speak" (MIT OCW / YouTube, ~1 h) — watch Saturday; it prepares both the mock sessions and the talk proposal

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In: LABLOOP-W20 Notebook

8/13 Watch 15 min? W21 Craft

iBiology, "Uri Alon: How to Choose a Good Scientific Problem"

iBiology, "Uri Alon: How to Choose a Good Scientific Problem" (verify; talk version)

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In: LABLOOP-W21 Notebook

6/10 Watch 15 min? W22 Craft

StatQuest "Spearman's Rank Correlation" if needed

StatQuest "Spearman's Rank Correlation" if needed (search; verify) and "Bootstrapping Main Ideas" (carry over)

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In: LABLOOP-W22 Notebook

5/9 Watch 15 min W23 Craft

Khan Academy / Crash Course refresh on protein folding and denaturation ("why heat unfolds prote…

Khan Academy / Crash Course refresh on protein folding and denaturation ("why heat unfolds proteins") (15 min)

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In: LABLOOP-W23 Notebook

7/10 Watch 20 min W27 Craft

Y Combinator Startup School, "How to Talk to Users"

Y Combinator Startup School, "How to Talk to Users" (Eric Migicovsky, YouTube, ~20 min)

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In: LABLOOP-W27 Notebook

4/7 Watch 30 min W29 Craft

Coursera Process Mining: Data Science in Action

Coursera Process Mining: Data Science in Action (Eindhoven), week 1 lecture on event logs (30 min) — cycle time from timestamps is process mining in miniature

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In: LABLOOP-W29 Notebook

3/6 Watch 60 min W38 Craft

Patrick Winston, "How to Speak"

Patrick Winston, "How to Speak" (MIT OCW / YouTube, ~1 h; re-watch the first 30 min)

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In: LABLOOP-W38 Notebook

4/6 Watch 15 min? W38 Craft

Simon Peyton Jones, "How to give a great research talk"

Simon Peyton Jones, "How to give a great research talk" (Microsoft Research, YouTube)

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In: LABLOOP-W38 Notebook

3/6 Watch 30 min W40 Craft

Bill Burnett & Dave Evans, Designing Your Life (book, paid) — chapters on "odyssey plans"

Bill Burnett & Dave Evans, Designing Your Life (book, paid) — chapters on "odyssey plans" and "choosing well"; or Bill Burnett's TEDx talk "Designing Your Life" (YouTube, free) (30 min)

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In: LABLOOP-W40 Notebook

⏱ Focus Focus25:00 0 min today